Clean Data with NA Data Filled Profile

Dataset statistics

Number of variables	11
Number of observations	1109656
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	93.1 MiB
Average record size in memory	88.0 B

Variable types

NUM	11

Reproduction

Analysis started	2020-07-30 22:45:00.990356
Analysis finished	2020-07-30 22:48:32.306469
Duration	3 minutes and 31.32 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`EQI_zip` is highly skewed (γ1 = 57.40680154)	Skewed
`RECPI_zip` is highly skewed (γ1 = 25.46036202)	Skewed
`EQI_MSA` is highly skewed (γ1 = 36.11887258)	Skewed

year
Real number (ℝ_≥0)

Distinct count	29
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2002.0
Minimum	1988
Maximum	2016
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	1988
5-th percentile	1989
Q1	1995
median	2002
Q3	2009
95-th percentile	2015
Maximum	2016
Range	28
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.366604035
Coefficient of variation (CV)	0.004179122895
Kurtosis	-1.202857156
Mean	2002
Median Absolute Deviation (MAD)	7
Skewness	0
Sum	2221531312
Variance	70.00006308

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2016	38264	3.4%
2001	38264	3.4%
1989	38264	3.4%
1990	38264	3.4%
1991	38264	3.4%
1992	38264	3.4%
1993	38264	3.4%
1994	38264	3.4%
1995	38264	3.4%
1996	38264	3.4%
Other values (19)	727016	65.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1988	38264	3.4%
1989	38264	3.4%
1990	38264	3.4%
1991	38264	3.4%
1992	38264	3.4%

Value	Count	Frequency (%)
2016	38264	3.4%
2015	38264	3.4%
2014	38264	3.4%
2013	38264	3.4%
2012	38264	3.4%

zipcode
Real number (ℝ_≥0)

Distinct count	38264
Unique (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49980.3696424838
Minimum	501
Maximum	99929
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	501
5-th percentile	6349
Q1	27309
median	49331.5
Q3	73056.25
95-th percentile	95467
Maximum	99929
Range	99428
Interquartile range (IQR)	45747.25

Descriptive statistics

Standard deviation	27726.5519
Coefficient of variation (CV)	0.5547488363
Kurtosis	-1.108009529
Mean	49980.36964
Median Absolute Deviation (MAD)	23105
Skewness	0.05135383944
Sum	5.546101706e+10
Variance	768761680.1

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2047	29	< 0.1%
97634	29	< 0.1%
34141	29	< 0.1%
54615	29	< 0.1%
56662	29	< 0.1%
50517	29	< 0.1%
62803	29	< 0.1%
64850	29	< 0.1%
58705	29	< 0.1%
5455	29	< 0.1%
Other values (38254)	1109366	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
501	29	< 0.1%
1001	29	< 0.1%
1002	29	< 0.1%
1003	29	< 0.1%
1004	29	< 0.1%

Value	Count	Frequency (%)
99929	29	< 0.1%
99928	29	< 0.1%
99927	29	< 0.1%
99926	29	< 0.1%
99925	29	< 0.1%

EQI_zip
Real number (ℝ_≥0)

SKEWED

Distinct count	754520
Unique (%)	68.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0004725326979767446
Minimum	5.6644253e-06
Maximum	0.3660055999999999
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	5.6644253e-06
5-th percentile	6.3407526e-05
Q1	0.000148677975
median	0.00025794316
Q3	0.00043992483
95-th percentile	0.0012042441
Maximum	0.3660056
Range	0.3659999356
Interquartile range (IQR)	0.000291246855

Descriptive statistics

Standard deviation	0.00170852091
Coefficient of variation (CV)	3.615667057
Kurtosis	6978.528196
Mean	0.000472532698
Median Absolute Deviation (MAD)	0.00012941556
Skewness	57.40680154
Sum	524.3487435
Variance	2.919043699e-06

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.00035178766	2268	0.2%
0.0005039556	2168	0.2%
0.0006497198	1668	0.2%
0.00016539691	1604	0.1%
0.00017979072	1582	0.1%
0.0004910004	1565	0.1%
0.0016380961	1482	0.1%
0.00023086638	1336	0.1%
0.00015789634	1333	0.1%
0.00022039752	1277	0.1%
Other values (754510)	1093373	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.6644253e-06	28	< 0.1%
5.6667004e-06	27	< 0.1%
5.7531083e-06	2	< 0.1%
6.0264424e-06	2	< 0.1%
6.440275e-06	41	< 0.1%

Value	Count	Frequency (%)
0.3660056	1	< 0.1%
0.32537597	1	< 0.1%
0.30560067	1	< 0.1%
0.28239885	1	< 0.1%
0.22537343	1	< 0.1%

SFR_zip
Real number (ℝ_≥0)

Distinct count	2120
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	31.757130137628238
Minimum	1.0
Maximum	6883.0
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3.333333333
Q3	19
95-th percentile	163
Maximum	6883
Range	6882
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	88.68840254
Coefficient of variation (CV)	2.792708351
Kurtosis	170.9534565
Mean	31.75713014
Median Absolute Deviation (MAD)	2.333333333
Skewness	8.469755335
Sum	35239490
Variance	7865.632745

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	317083	28.6%
2	112475	10.1%
3	65720	5.9%
4	46565	4.2%
5	35260	3.2%
6	28622	2.6%
7	23705	2.1%
8	19975	1.8%
9	17484	1.6%
10	15385	1.4%
Other values (2110)	427382	38.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	317083	28.6%
1.038461538	2	< 0.1%
1.04	1	< 0.1%
1.041666667	1	< 0.1%
1.043478261	2	< 0.1%

Value	Count	Frequency (%)
6883	1	< 0.1%
5858	1	< 0.1%
4307	1	< 0.1%
4201	1	< 0.1%
4137	1	< 0.1%

RECPI_zip
Real number (ℝ_≥0)

SKEWED

Distinct count	764504
Unique (%)	68.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.017100710044509703
Minimum	5.6644253e-06
Maximum	9.541773
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	5.6644253e-06
5-th percentile	8.054863e-05
Q1	0.00030280277
median	0.001045424087
Q3	0.006675634675
95-th percentile	0.0723692975
Maximum	9.541773
Range	9.541767336
Interquartile range (IQR)	0.006372831905

Descriptive statistics

Standard deviation	0.0879202355
Coefficient of variation (CV)	5.141320757
Kurtosis	1248.442109
Mean	0.01710071004
Median Absolute Deviation (MAD)	0.0009196725175
Skewness	25.46036202
Sum	18975.90551
Variance	0.007729967811

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.00035178766	2145	0.2%
0.0005039556	2017	0.2%
0.0006497198	1574	0.1%
0.00017979072	1510	0.1%
0.00016539691	1507	0.1%
0.0004910004	1478	0.1%
0.0016380961	1362	0.1%
0.00015789634	1287	0.1%
0.00023086638	1219	0.1%
0.00022039752	1182	0.1%
Other values (764494)	1094375	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.6644253e-06	28	< 0.1%
5.6667004e-06	27	< 0.1%
5.7531083e-06	2	< 0.1%
6.0264424e-06	2	< 0.1%
6.440275e-06	41	< 0.1%

Value	Count	Frequency (%)
9.541773	1	< 0.1%
9.173729	1	< 0.1%
8.419393	1	< 0.1%
7.458536	1	< 0.1%
7.4182096	1	< 0.1%

EQI_MSA
Real number (ℝ_≥0)

SKEWED

Distinct count	324109
Unique (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0005084221387123552
Minimum	1.1497502e-05
Maximum	0.1535093703
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	1.1497502e-05
5-th percentile	0.0001150341
Q1	0.0002171501586
median	0.0003395700525
Q3	0.000528607785
95-th percentile	0.00143251701
Maximum	0.1535093703
Range	0.1534978728
Interquartile range (IQR)	0.0003114576264

Descriptive statistics

Standard deviation	0.0008826023985
Coefficient of variation (CV)	1.735963742
Kurtosis	3249.737802
Mean	0.0005084221387
Median Absolute Deviation (MAD)	0.0001404248125
Skewness	36.11887258
Sum	564.1736768
Variance	7.789869938e-07

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.0006468147	1054	0.1%
0.00044274333	917	0.1%
0.00022086225	917	0.1%
0.00041259924	917	0.1%
0.0002870331	917	0.1%
0.0003858068	917	0.1%
0.00028066424	917	0.1%
0.00020755648	917	0.1%
0.00043378497	917	0.1%
0.00045508775	917	0.1%
Other values (324099)	1100349	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.1497502e-05	1	< 0.1%
1.41354085e-05	12	< 0.1%
1.7317287e-05	7	< 0.1%
1.8140032e-05	4	< 0.1%
2.0291376e-05	1	< 0.1%

Value	Count	Frequency (%)
0.1535093703	1	< 0.1%
0.1415600972	1	< 0.1%
0.1139731482	1	< 0.1%
0.1100654443	1	< 0.1%
0.1024380301	1	< 0.1%

SFR_MSA
Real number (ℝ_≥0)

Distinct count	83153
Unique (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11655.35467771093
Minimum	1.0
Maximum	165622.0
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	1
5-th percentile	37
Q1	340
median	2775.583333
Q3	13295
95-th percentile	55456
Maximum	165622
Range	165621
Interquartile range (IQR)	12955

Descriptive statistics

Standard deviation	20520.71049
Coefficient of variation (CV)	1.760625143
Kurtosis	11.90652233
Mean	11655.35468
Median Absolute Deviation (MAD)	2693.916667
Skewness	3.068453379
Sum	1.293343425e+10
Variance	421099559.2

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	7515	0.7%
2	1929	0.2%
50318	1834	0.2%
42	1722	0.2%
14	1696	0.2%
5	1685	0.2%
10	1540	0.1%
21	1535	0.1%
4	1528	0.1%
69	1527	0.1%
Other values (83143)	1087145	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7515	0.7%
1.2	5	< 0.1%
1.333333333	1	< 0.1%
1.333333333	22	< 0.1%
1.4	5	< 0.1%

Value	Count	Frequency (%)
165622	1	< 0.1%
165573.5	1	< 0.1%
165530.5	1	< 0.1%
165462	1	< 0.1%
165426.5	1	< 0.1%

RECPI_MSA
Real number (ℝ_≥0)

Distinct count	327130
Unique (%)	29.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.114618631919836
Minimum	1.1497502e-05
Maximum	223.24586300000004
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	1.1497502e-05
5-th percentile	0.010554047
Q1	0.10644382
median	0.8754009302
Q3	6.194858729
95-th percentile	35.49057687
Maximum	223.245863
Range	223.2458515
Interquartile range (IQR)	6.088414909

Descriptive statistics

Standard deviation	22.52159884
Coefficient of variation (CV)	2.77543528
Kurtosis	35.94229434
Mean	8.114618632
Median Absolute Deviation (MAD)	0.8577554892
Skewness	5.544674165
Sum	9004435.253
Variance	507.2224142

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.0006468147	1054	0.1%
13.122136	917	0.1%
13.04385	917	0.1%
11.020869	917	0.1%
13.529889	917	0.1%
13.982568	917	0.1%
13.397815	917	0.1%
10.166127	917	0.1%
16.727505	917	0.1%
13.33358	917	0.1%
Other values (327120)	1100349	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.1497502e-05	1	< 0.1%
1.7317287e-05	7	< 0.1%
1.8140032e-05	4	< 0.1%
2.0291376e-05	1	< 0.1%
2.0864842e-05	14	< 0.1%

Value	Count	Frequency (%)
223.245863	1	< 0.1%
222.7909033	1	< 0.1%
222.4541515	1	< 0.1%
222.4328484	1	< 0.1%
222.3881199	1	< 0.1%

EQI_state
Real number (ℝ_≥0)

Distinct count	35824
Unique (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0005543055481338894
Minimum	7.426358e-05
Maximum	0.0037453347
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	7.426358e-05
5-th percentile	0.00014480183
Q1	0.00026605063
median	0.00040966412
Q3	0.0005995629
95-th percentile	0.0018229785
Maximum	0.0037453347
Range	0.00367107112
Interquartile range (IQR)	0.00033351227

Descriptive statistics

Standard deviation	0.0004874645425
Coefficient of variation (CV)	0.8794148716
Kurtosis	5.678371162
Mean	0.0005543055481
Median Absolute Deviation (MAD)	0.0001568573825
Skewness	2.323661262
Sum	615.0884773
Variance	2.376216802e-07

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.0003829586	2797	0.3%
0.0017275866	2392	0.2%
0.0006546165	2389	0.2%
0.0020422665	2349	0.2%
0.0007603918	2346	0.2%
0.0010313498	2326	0.2%
0.0019577374	2326	0.2%
0.0017248512	2317	0.2%
0.002142746	2317	0.2%
0.0017149167	2315	0.2%
Other values (35814)	1085782	97.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.426358e-05	698	0.1%
7.625624e-05	30	< 0.1%
7.660029333e-05	11	< 0.1%
7.660762583e-05	5	< 0.1%
7.679038286e-05	1	< 0.1%

Value	Count	Frequency (%)
0.0037453347	620	0.1%
0.003556253525	1	< 0.1%
0.003531739567	1	< 0.1%
0.003469798671	1	< 0.1%
0.003439991817	3	< 0.1%

SFR_state
Real number (ℝ_≥0)

Distinct count	34851
Unique (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44199.77196491525
Minimum	40.0
Maximum	330536.0
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	40
5-th percentile	3167.707692
Q1	11527
median	27032
Q3	57480
95-th percentile	144758
Maximum	330536
Range	330496
Interquartile range (IQR)	45953

Descriptive statistics

Standard deviation	50037.81531
Coefficient of variation (CV)	1.13208311
Kurtosis	6.736711374
Mean	44199.77196
Median Absolute Deviation (MAD)	18608.33333
Skewness	2.332689413
Sum	4.904654216e+10
Variance	2503782961

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
113623	3611	0.3%
73716	2797	0.3%
18675	2513	0.2%
171222	2392	0.2%
119626	2389	0.2%
168977	2349	0.2%
92187	2346	0.2%
156007	2326	0.2%
57601	2326	0.2%
185741	2317	0.2%
Other values (34841)	1084290	97.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40	211	< 0.1%
63	148	< 0.1%
65	117	< 0.1%
67	16	< 0.1%
71	150	< 0.1%

Value	Count	Frequency (%)
330536	1286	0.1%
322793.6667	1	< 0.1%
315234.1429	1	< 0.1%
315051.3333	1	< 0.1%
314672	6	< 0.1%

RECPI_state
Real number (ℝ_≥0)

Distinct count	35822
Unique (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	30.203583309878322
Minimum	0.01783298
Maximum	442.21994000000007
Zeros	0
Zeros (%)	0.0%
Memory size	8.5 MiB

Quantile statistics

Minimum	0.01783298
5-th percentile	0.67425174
Q1	4.184579
median	11.849025
Q3	26.99141
95-th percentile	96.0401
Maximum	442.21994
Range	442.202107
Interquartile range (IQR)	22.806831

Descriptive statistics

Standard deviation	59.33080148
Coefficient of variation (CV)	1.964362999
Kurtosis	18.82629165
Mean	30.20358331
Median Absolute Deviation (MAD)	9.3076
Skewness	4.114851461
Sum	33515587.44
Variance	3520.144005

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
28.230175	2797	0.3%
295.80084	2392	0.2%
78.30916	2389	0.2%
345.09607	2349	0.2%
70.09824	2346	0.2%
305.42075	2326	0.2%
59.406776	2326	0.2%
268.46793	2317	0.2%
397.9958	2317	0.2%
223.54796	2315	0.2%
Other values (35812)	1085782	97.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01783298	58	< 0.1%
0.022516895	1	< 0.1%
0.02271251667	2	< 0.1%
0.023547488	1	< 0.1%
0.02363899875	1	< 0.1%

Value	Count	Frequency (%)
442.21994	2269	0.2%
425.9111556	1	< 0.1%
425.087204	2	< 0.1%
424.64432	2253	0.2%
424.1752289	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	year	zipcode	EQI_zip	SFR_zip	RECPI_zip	EQI_MSA	SFR_MSA	RECPI_MSA	EQI_state	SFR_state	RECPI_state
0	1988	1001	0.000815	48.0	0.039108	0.001021	1235.0	1.260888	0.001476	17558.0	25.921940
1	1989	1001	0.001116	44.0	0.049100	0.001168	1049.0	1.225384	0.001751	15343.0	26.866861
2	1990	1001	0.001629	45.0	0.073317	0.001243	841.0	1.045161	0.001857	13556.0	25.172453
3	1991	1001	0.000826	27.0	0.022298	0.001375	714.0	0.981724	0.001823	12798.0	23.330479
4	1992	1001	0.002216	22.0	0.048744	0.001549	760.0	1.176877	0.002111	13289.0	28.052156
5	1993	1001	0.000827	27.0	0.022334	0.001266	824.0	1.043205	0.002057	14110.0	29.028145
6	1994	1001	0.004772	33.0	0.157489	0.001394	804.0	1.121105	0.001996	14843.0	29.624968
7	1995	1001	0.001065	23.0	0.024496	0.001667	817.0	1.362325	0.002023	15180.0	30.703022
8	1996	1001	0.001971	29.0	0.057166	0.001361	884.0	1.203223	0.002326	16520.0	38.430626
9	1997	1001	0.000840	42.0	0.035283	0.001233	902.0	1.112023	0.002386	17254.0	41.174500

Last rows

	year	zipcode	EQI_zip	SFR_zip	RECPI_zip	EQI_MSA	SFR_MSA	RECPI_MSA	EQI_state	SFR_state	RECPI_state
1109646	2007	99626	0.000018	1.0	0.000018	0.00005	1924.0	0.15751	0.000082	3847.0	0.315002
1109647	2008	99626	0.000018	1.0	0.000018	0.00005	1924.0	0.15751	0.000082	3847.0	0.315002
1109648	2009	99626	0.000018	1.0	0.000018	0.00005	1924.0	0.15751	0.000082	3847.0	0.315002
1109649	2010	99626	0.000018	1.0	0.000018	0.00005	1924.0	0.15751	0.000082	3847.0	0.315002
1109650	2011	99626	0.000018	1.0	0.000018	0.00005	1924.0	0.15751	0.000082	3847.0	0.315002
1109651	2012	99626	0.000018	1.0	0.000018	0.00005	1924.0	0.15751	0.000082	3847.0	0.315002
1109652	2013	99626	0.000018	1.0	0.000018	0.00005	1924.0	0.15751	0.000082	3847.0	0.315002
1109653	2014	99626	0.000018	1.0	0.000018	0.00005	1924.0	0.15751	0.000082	3847.0	0.315002
1109654	2015	99626	0.000018	1.0	0.000018	0.00005	1924.0	0.15751	0.000082	3847.0	0.315002
1109655	2016	99626	0.000018	1.0	0.000018	0.00005	1924.0	0.15751	0.000082	3847.0	0.315002

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows